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A Mechanistic Framework for Modeling Social Gradients in Emerging Infectious Disease Mortality: Evidence from Brazil

2025/04/25 by Jordan D. Klein · 1 voice
Health Professions · #Global Health Care Issues

paper · pdf · doi:10.1101/2025.04.23.25326307

Abstract

Abstract According to Fundamental Cause Theory, social inequalities in mortality persist even as disease burdens shift. Emerging infectious diseases however, present a particular challenge for studying these inequalities, as protective interventions are introduced while epidemics unfold, making it difficult to disentangle the effects of pre-existing social disadvantage from unequal access to interventions. To address this challenge, I develop a theory-guided mechanistic modeling framework that embeds pathways to mortality inequalities within a geospatial epidemic model. I apply this framework to the COVID-19 pandemic in Brazil using a susceptible–exposed–infectious–recovered–deceased model. The model incorporates pre-existing social inequalities through disparities in household transmission and infection fatality rates. I simulate non-pharmaceutical interventions (NPIs) and vaccination under nine counterfactual distribution scenarios ranging from no interventions to observed real-world allocation and alternative more equitable strategies. In the absence of interventions, mortality becomes increasingly concentrated in the most vulnerable municipalities as the epidemic spreads. NPIs adopted following observed, socially stratified patterns accelerate rather than create this gradient, suggesting that pre-existing structural inequalities were the primary drivers of Brazil’s COVID-19 mortality gradient, while unequal intervention uptake reinforced these dynamics. However, prioritizing the most vulnerable municipalities for vaccination reverses the gradient, an effect further compounded by equal adoption of NPIs, neutralizing the impact of these pre-existing conditions. These findings can help guide more equitable policy responses to future emerging infectious disease crises. This study is, to our knowledge, the first mechanistic model to operationalize Bambra’s pathways framework of inequalities in emerging infectious diseases. Highlights Fundamental cause theory applied to mechanistic epidemiological modeling Pre-existing social inequities can drive epidemic mortality disparities Intervention distribution can reinforce or reverse mortality inequalities National geospatial epidemic model illustrates COVID-19 inequality dynamics in Brazil First model to operationalize Bambra’s inequality pathways framework

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